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whisper-small-ja
vumichien/whisper-small-ja
whisper-small-ja is a automatic speech recognition model from vumichien. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Dec 6, 2022
- Updated
- Sep 12, 2023
- SHA
- 123b4779
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Whisper Small Japanese
This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_11_0 ja dataset. It achieves the following results on the evaluation set:
- Loss: 0.4232
- Wer: 13.4679
- Cer: 8.6022
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 64
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 0.0167 | 7.0 | 1000 | 0.3066 | 13.6740 | 8.5733 |
| 0.0021 | 14.01 | 2000 | 0.3579 | 13.8733 | 8.7816 |
| 0.0006 | 21.01 | 3000 | 0.4025 | 13.5794 | 8.6173 |
| 0.0004 | 28.01 | 4000 | 0.4232 | 13.4679 | 8.6022 |
| 0.0004 | 35.01 | 5000 | 0.4319 | 13.4747 | 8.6213 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.12.1+cu113
- Datasets 2.7.1.dev0
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ja
- Created
- Dec 6, 2022
- Updated
- Sep 12, 2023